{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ec6dbeeb-a233-4282-bd72-9c7a39a40872",
   "metadata": {},
   "source": [
    "# Q. 91 - 100\n",
    "\n",
    "91. K-meansによる減色処理 (Step.1) 色の距離によるクラス分類\n",
    "92. K-meansによる減色処理 (Step.2) 減色処理\n",
    "93. 機械学習の学習データの用意 (Step.1) IoUの計算\n",
    "94. 機械学習の学習データの用意 (Step.2) ランダムクラッピング\n",
    "95. ニューラルネットワーク (Step.1) ディープラーニングにする\n",
    "96. ニューラルネットワーク (Step.2) 学習\n",
    "97. 簡単な物体検出 (Step.1) スライディングウィンドウ + HOG\n",
    "98. 簡単な物体検出 (Step.2) スライディングウィンドウ + NN\n",
    "99. 簡単な物体検出 (Step.3) NonMaximumSuppression\n",
    "100. 簡単な物体検出 (Step.4) 評価 Precision, Recall, F-score, mAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1e59733e-9fa9-48b6-b7ee-650014d58a7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "from skimage import io\n",
    "\n",
    "img_orig = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256.png')\n",
    "img_gray = cv2.cvtColor(img_orig, cv2.COLOR_RGB2GRAY)\n",
    "img_128 = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_128x128.png')\n",
    "img_gray_128 = cv2.cvtColor(img_128, cv2.COLOR_RGB2GRAY)\n",
    "img_noise = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_noise.png')\n",
    "img_dark = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_dark.png')\n",
    "img_dark_gray = cv2.cvtColor(img_dark, cv2.COLOR_RGB2GRAY)\n",
    "img_light = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_light.png')\n",
    "img_light_gray = cv2.cvtColor(img_light, cv2.COLOR_RGB2GRAY)\n",
    "\n",
    "img_thorino = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/thorino.jpg')\n",
    "img_thorino_gray = cv2.cvtColor(img_thorino, cv2.COLOR_RGB2GRAY)\n",
    "\n",
    "img_eye = io.imread(\"https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/imori_256x256_eye.png\")\n",
    "img_eye = cv2.cvtColor(img_eye, cv2.COLOR_RGBA2RGB)\n",
    "\n",
    "img_seg = io.imread(\"https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/seg_sample.png\")\n",
    "img_connect = io.imread(\"https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/connect_sample.png\")\n",
    "img_gazo = io.imread(\"https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/gazo_sample.png\")\n",
    "\n",
    "img_madara = io.imread('https://yoyoyo-yo.github.io/Gasyori100knock/dataset/images/madara_256x256.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fae2f78-4109-4ba7-af10-ad8e7e62dfd4",
   "metadata": {},
   "source": [
    "# Q.91. K-meansによる減色処理 (Step.1) 色の距離によるクラス分類\n",
    "\n",
    "imori_256x256.png をK-meansを用いた減色処理せよ。\n",
    "\n",
    "減色処理はQ.6でも扱ったが、Q.6では予め決めた色に減色した。ここで扱うのはK-meansを用いて動的に減色する色を決定する。\n",
    "\n",
    "アルゴリズムは,\n",
    "\n",
    "1. 画像からランダムにK個のRGB成分をサンプリングする。（これをクラスと呼ぶことにする。）\n",
    "2. 画像のそれぞれの画素に対して色の距離が最小となるクラスのインデックスを割り振る。\n",
    "3. 色の距離 dis = sqrt( (R-R')^2 + (G-G')^2 + (B-B')^2)\n",
    "4. 各インデックスに対応する色成分の平均をRGBそれぞれに対して取り、新たなクラスとする。\n",
    "5. 元のクラスと新しいクラスが全く同じならK-meansを終了する。そうでなければ、新しいクラスを元クラスとして2-3を繰り返す。\n",
    "6. 元画像の各画素で色の距離が最小となるクラスのRGBを割り当てる。\n",
    "\n",
    "ここでは1-2を実装せよ。\n",
    "\n",
    "クラス数はk=5とする\n",
    "\n",
    "- 1においてはnp.random.seed(0)として、np.random.choice(np.arrange(画像のWxH), 5, replace=False)\n",
    "- 解答では画像を np.reshape(img, (h * w, -1)) する\n",
    "\n",
    "まずは3-5のループを考えずに実装せよ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d896caaa-9b5e-4119-a75f-cc92a05c8450",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "random selected color\n",
      "[[ 63 103 164]\n",
      " [207 187 215]\n",
      " [152 114 135]\n",
      " [ 97  91  95]\n",
      " [ 89  73  84]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def color_kmeans_step1(img, class_n=5):\n",
    "    #  get shape\n",
    "    h, w, c = img.shape\n",
    "    _img = np.reshape(img, (h * w, -1))\n",
    "\n",
    "    np.random.seed(0)\n",
    "    \n",
    "    # select one index randomly\n",
    "    i = np.random.choice(np.arange(h * w), class_n, replace=False)\n",
    "    colors = _img[i].copy()\n",
    "\n",
    "    print(\"random selected color\")\n",
    "    print(colors)\n",
    "\n",
    "    # assign near color\n",
    "    clss = np.zeros((h * w), dtype=int)\n",
    "\n",
    "    for i in range(h * w):\n",
    "        dis = np.sqrt(np.sum((colors - _img[i]) ** 2, axis=1))\n",
    "        clss[i] = np.argmin(dis)\n",
    "\n",
    "    out = clss.reshape(h, w)\n",
    "    out = out.astype(np.uint8)\n",
    "    return out\n",
    "\n",
    "out = color_kmeans_step1(img_orig)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_orig)\n",
    "ax[1].set_title(\"output\")\n",
    "ax[1].imshow(out)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e552535-ed86-440f-8ee3-330f9cb84293",
   "metadata": {},
   "source": [
    "# Q.92. K-meansによる減色処理 (Step.2) 減色処理\n",
    "\n",
    "ここではアルゴリズム3-5も実装せよ。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e35650df-4e72-446e-8566-b6939171d211",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[207.6526996  197.53595997 222.97581822]\n",
      " [107.56407112 127.6284488  181.10070509]\n",
      " [175.6351195  147.72709434 170.43954717]\n",
      " [ 59.411048    60.8453116   93.65135424]\n",
      " [105.54069901  92.67320074 121.85312716]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def color_kmeans(img, class_n=5):\n",
    "    h, w, c = img.shape\n",
    "    _img = np.reshape(img, (h * w, -1))\n",
    "\n",
    "    np.random.seed(0)\n",
    "\n",
    "    # get index randomly\n",
    "    i = np.random.choice(np.arange(h * w), class_n, replace=False)\n",
    "    colors = _img[i].copy()\n",
    "\n",
    "    while True:\n",
    "        # prepare pixel class label\n",
    "        clss = np.zeros((h * w), dtype=int)\n",
    "        \n",
    "        # each pixel\n",
    "        for i in range(h * w):\n",
    "            # get distance from index pixel\n",
    "            dis = np.sqrt(np.sum((colors - _img[i])**2, axis=1))\n",
    "            # get argmin distance\n",
    "            clss[i] = np.argmin(dis)\n",
    "\n",
    "        # selected pixel values\n",
    "        colors_tmp = np.zeros((class_n, 3))\n",
    "        \n",
    "        # each class label\n",
    "        for i in range(class_n):\n",
    "            colors_tmp[i] = np.mean(_img[clss == i], axis=0)\n",
    "\n",
    "        # if not any change\n",
    "        if (colors == colors_tmp).all():\n",
    "            break\n",
    "        else:\n",
    "            colors = colors_tmp.copy()\n",
    "\n",
    "    # prepare out image\n",
    "    out = np.zeros((h * w, 3), dtype=np.float32)\n",
    "\n",
    "    # assign selected pixel values  \n",
    "    for i in range(class_n):\n",
    "        out[clss == i] = colors[i]\n",
    "\n",
    "    print(colors)\n",
    "        \n",
    "    out = np.clip(out, 0, 255)\n",
    "    out = np.reshape(out, (h, w, 3))\n",
    "    out = out.astype(np.uint8)\n",
    "    return out\n",
    "\n",
    "out = color_kmeans(img_orig)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_orig)\n",
    "ax[1].set_title(\"output\")\n",
    "ax[1].imshow(out)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "72c5a99e-5451-4e6a-99c9-4a346e3080da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 87.52758282 107.36587591  76.54035654]\n",
      " [ 25.22445696  25.18543846  23.89018504]\n",
      " [ 56.26674799  65.17429094  51.96035377]\n",
      " [150.77214528 167.30990332 116.24784426]\n",
      " [225.76426713 230.33165655 225.31352992]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "out = color_kmeans(img_madara)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_madara)\n",
    "ax[1].set_title(\"output\")\n",
    "ax[1].imshow(out)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59c75526-99f7-43cf-98c0-78ec2831e2aa",
   "metadata": {},
   "source": [
    "# Q.93. 機械学習の学習データの用意 (Step.1) IoUの計算\n",
    "\n",
    "ここから機械学習で用いる学習データの準備を行う。\n",
    "\n",
    "最終的にはイモリの顔か否かを判別する識別器を作りたい。そのためにはイモリの顔の画像とイモリの顔以外の画像が必要になる。それらを用意するためのプログラムを作成する。\n",
    "\n",
    "そのためにはイモリの顔周辺を一枚の画像から切り抜く必要がある。 そこで一つの矩形を設定して(GT: Ground-truth, 正解と呼ぶ)、ランダムに切り抜いた矩形がGTとある程度重なっていれば、イモリの顔となる。\n",
    "\n",
    "その重なり具合を計算するのが、IoU: Intersection over unionであり、次式で計算される。\n",
    "\n",
    "```bash\n",
    "R1...Ground-truthの領域 , R2...切り抜いた矩形 , Rol...R1とR2の重なっている領域\n",
    "IoU = |Rol| / |R1 + R2 - Rol|\n",
    "```\n",
    "\n",
    "ここでは、以下の２つの矩形のIoUを計算せよ。\n",
    "\n",
    "[x1, y1, x2, y2] x1,y1...矩形の左上のx,y  x2,y2...矩形の右下のx,y\n",
    "\n",
    "```python\n",
    "a = np.array((50, 50, 150, 150), dtype=np.float32)\n",
    "b = np.array((60, 60, 170, 160), dtype=np.float32)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3e9386e3-eae7-4637-805a-67aad1ae1249",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.627906976744186\n"
     ]
    }
   ],
   "source": [
    "def get_iou(a, b):\n",
    "    area_a = (a[2] - a[0]) * (a[3] - a[1]) # get area of a\n",
    "    area_b = (b[2] - b[0]) * (b[3] - b[1]) # get area of b\n",
    "\n",
    "    iou_x1 = np.maximum(a[0], b[0]) # get left top x of IoU\n",
    "    iou_y1 = np.maximum(a[1], b[1]) # get left top y of IoU\n",
    "    iou_x2 = np.minimum(a[2], b[2]) # get right bottom of IoU\n",
    "    iou_y2 = np.minimum(a[3], b[3]) # get right bottom of IoU\n",
    "\n",
    "    area_iou = np.maximum(iou_x2 - iou_x1, 0) * np.maximum(iou_y2 - iou_y1, 0) # get area of IoU\n",
    "    iou = area_iou / (area_a + area_b - area_iou) # get overlap ratio between IoU and all area\n",
    "    return iou\n",
    "\n",
    "# [x1, y1, x2, y2]\n",
    "a = np.array((50, 50, 150, 150), dtype=np.float32)\n",
    "b = np.array((60, 60, 170, 160), dtype=np.float32)\n",
    "\n",
    "print(get_iou(a, b))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62b1b54f-4946-4905-9806-77a759486b4e",
   "metadata": {},
   "source": [
    "# Q.94. 機械学習の学習データの用意 (Step.2) ランダムクラッピング\n",
    "\n",
    "次に、imori_256x256.png からランダムに画像を切り抜いて(cropping, クラッピングと呼ぶ)学習データを作成する。\n",
    "\n",
    "ここでは画像から60x60のサイズの矩形をランダムに200個切り抜け。\n",
    "\n",
    "ただし、以下の条件を満たせ。\n",
    "\n",
    "np.random.seed(0)として、切り抜く矩形の左上のx1 = np.random.randint(W-60), y1=np.random.randint(H-60)で求めよ。\n",
    "\n",
    "GT (gt = np.array((130, 120, 190, 180), dtype=np.float32))とのIoUが0.5以上の時はその矩形に教師ラベル1, 0.5未満の場合はラベル0を与えよ。\n",
    "\n",
    "答えは、ラベル1の矩形を赤、ラベル0の矩形を青、GTを緑にしている。 これでイモリの顔の画像、それ以外の画像を簡易的に用意できた。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c047922c-b7b6-40cd-abe1-f117bf91592a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# crop and create database\n",
    "def crop_bbox(img, gt, crop_n=200, crop_size=60, th=0.5):\n",
    "    # get shape\n",
    "    h, w, c = img.shape\n",
    "    \n",
    "    crops = []\n",
    "    labels = []\n",
    "\n",
    "    # each crop\n",
    "    for i in range(crop_n):\n",
    "        # get left top x of crop bounding box\n",
    "        x1 = np.random.randint(w - crop_size)\n",
    "        # get left top y of crop bounding box\n",
    "        y1 = np.random.randint(h - crop_size)\n",
    "        # get right bottom x of crop bounding box\n",
    "        x2 = x1 + crop_size\n",
    "        # get right bottom y of crop bounding box\n",
    "        y2 = y1 + crop_size\n",
    "\n",
    "        # crop bounding box\n",
    "        crop = np.array((x1, y1, x2, y2))\n",
    "\n",
    "        # get IoU between crop box and gt\n",
    "        _iou = get_iou(gt, crop)\n",
    "        \n",
    "        crops.append(crop)\n",
    "\n",
    "        # assign label\n",
    "        if _iou >= th:\n",
    "            labels.append(1)\n",
    "        else:\n",
    "            labels.append(0)\n",
    "            \n",
    "    return np.array(crops), np.array(labels)\n",
    "\n",
    "# gt bounding box\n",
    "gt = np.array((130, 120, 190, 180), dtype=np.float32)\n",
    "\n",
    "crops, labels = crop_bbox(img_orig, gt)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_orig)\n",
    "ax[1].set_title(\"output\")\n",
    "ax[1].imshow(img_orig)\n",
    "\n",
    "for i in range(len(crops)):\n",
    "    c = \"red\" if labels[i] == 1 else \"blue\"\n",
    "    x1, y1, x2, y2 = crops[i]\n",
    "    ax[1].add_patch(plt.Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, edgecolor=c, linewidth=0.5))\n",
    "\n",
    "ax[1].add_patch(plt.Rectangle((gt[0], gt[1]), gt[2] - gt[0], gt[3] - gt[1], fill=False, edgecolor=\"green\", linewidth=2))\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e36b5b2d-0427-4d70-8b4d-64641fa22d5b",
   "metadata": {},
   "source": [
    "# Q.95. ニューラルネットワーク (Step.1) 使ってみる\n",
    "ここでは識別器としてニューラルネットワークを用いる。 これは現在流行っているディープラーニングである。\n",
    "\n",
    "入力層、中間層(ユニット数:64)、出力層(1)のネットワークは次のようにできる。\n",
    "\n",
    "これは、排他的論理和を実現するネットワークである。\n",
    "\n",
    "これの中間層をもう１つ増やして、学習とテストを行え。\n",
    "\n",
    "\n",
    "```python\n",
    "np.random.seed(46)\n",
    "\n",
    "class NeuralNet:\n",
    "    def __init__(self, in_dim=2, layer1_dim=64, out_dim=1, lr=0.2):\n",
    "        self.layer1_w = np.random.normal(0, 1, [in_dim, layer1_dim])\n",
    "        self.layer1_b = np.random.normal(0, 1, [layer1_dim])\n",
    "        self.out_w = np.random.normal(0, 1, [layer1_dim, out_dim])\n",
    "        self.out_b = np.random.normal(0, 1, [out_dim])\n",
    "        self.lr = lr\n",
    "\n",
    "    def forward(self, x):\n",
    "        self.outputs = []\n",
    "        self.outputs.append(x)\n",
    "        x = sigmoid(np.dot(x, self.layer1_w) + self.layer1_b)\n",
    "        self.outputs.append(x)\n",
    "        x = sigmoid(np.dot(x, self.out_w) + self.out_b)\n",
    "        self.outputs.append(x)\n",
    "        return x\n",
    "\n",
    "    def train(self, x, t):\n",
    "        # backpropagation output layer\n",
    "        En = (self.outputs[-1] - t) * self.outputs[-1] * (1 - self.outputs[-1])\n",
    "        grad_En = En\n",
    "        grad_wout = np.dot(self.outputs[-2].T, En)\n",
    "        grad_bout = np.dot(np.ones([En.shape[0]]), En)\n",
    "        self.out_w -= self.lr * grad_wout\n",
    "        self.out_b -= self.lr * grad_bout\n",
    "\n",
    "        # backpropagation layer1\n",
    "        grad_layer1_u = np.dot(En, self.out_w.T) * self.outputs[-2] * (1 - self.outputs[-2])\n",
    "        grad_layer1_w = np.dot(self.outputs[-3].T, grad_layer1_u)\n",
    "        grad_layer1_b = np.dot(np.ones([grad_layer1_u.shape[0]]), grad_layer1_u)\n",
    "        self.layer1_w -= self.lr * grad_layer1_w\n",
    "        self.layer1_b -= self.lr * grad_layer1_b\n",
    "\n",
    "def sigmoid(x):\n",
    "    return 1. / (1. + np.exp(-x))\n",
    "\n",
    "train_x = np.array([[0,0], [0,1], [1,0], [1,1]], dtype=np.float32)\n",
    "train_t = np.array([[0], [1], [1], [0]], dtype=np.float32)\n",
    "\n",
    "nn = NeuralNet()\n",
    "\n",
    "# train\n",
    "for i in range(1000):\n",
    "    nn.forward(train_x)\n",
    "    nn.train(train_x, train_t)\n",
    "\n",
    "# test\n",
    "for j in range(4):\n",
    "    x = train_x[j]\n",
    "    t = train_t[j]\n",
    "    print(\"in:\", x, \"pred:\", nn.forward(x))\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2f4230dc-d3b7-4f2f-8305-743b29d8b5ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "in: [0. 0.] pred: [0.03334014]\n",
      "in: [0. 1.] pred: [0.96289547]\n",
      "in: [1. 0.] pred: [0.95748493]\n",
      "in: [1. 1.] pred: [0.04397555]\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(46)\n",
    "\n",
    "class NeuralNet:\n",
    "    def __init__(self, in_dim=2, layer1_dim=64, layer2_dim=64, out_dim=1, lr=0.2):\n",
    "        self.layer1_w = np.random.normal(0, 1, [in_dim, layer1_dim])\n",
    "        self.layer1_b = np.random.normal(0, 1, [layer1_dim])\n",
    "        self.layer2_w = np.random.normal(0, 1, [layer1_dim, layer2_dim])\n",
    "        self.layer2_b = np.random.normal(0, 1, [layer2_dim])\n",
    "        self.out_w = np.random.normal(0, 1, [layer2_dim, out_dim])\n",
    "        self.out_b = np.random.normal(0, 1, [out_dim])\n",
    "        self.lr = lr\n",
    "\n",
    "    def forward(self, x):\n",
    "        self.outputs = []\n",
    "        self.outputs.append(x)\n",
    "        x = sigmoid(np.dot(x, self.layer1_w) + self.layer1_b)\n",
    "        self.outputs.append(x)\n",
    "        x = sigmoid(np.dot(x, self.layer2_w) + self.layer2_b)\n",
    "        self.outputs.append(x)\n",
    "        x = sigmoid(np.dot(x, self.out_w) + self.out_b)\n",
    "        self.outputs.append(x)\n",
    "        return x\n",
    "\n",
    "    def train(self, x, t):\n",
    "        # backpropagation output layer\n",
    "        En = (self.outputs[-1] - t) * self.outputs[-1] * (1 - self.outputs[-1])\n",
    "        grad_En = En\n",
    "        grad_wout = np.dot(self.outputs[-2].T, En)\n",
    "        grad_bout = np.dot(np.ones([En.shape[0]]), En)\n",
    "        self.out_w -= self.lr * grad_wout\n",
    "        self.out_b -= self.lr * grad_bout\n",
    "        \n",
    "        # backpropagation layer2\n",
    "        grad_layer2_u = np.dot(En, self.out_w.T) * self.outputs[-2] * (1 - self.outputs[-2])\n",
    "        grad_layer2_w = np.dot(self.outputs[-3].T, grad_layer2_u)\n",
    "        grad_layer2_b = np.dot(np.ones([grad_layer2_u.shape[0]]), grad_layer2_u)\n",
    "        self.layer2_w -= self.lr * grad_layer2_w\n",
    "        self.layer2_b -= self.lr * grad_layer2_b\n",
    "\n",
    "        # backpropagation layer1\n",
    "        grad_layer1_u = np.dot(grad_layer2_u, self.layer2_w.T) * self.outputs[-3] * (1 - self.outputs[-3])\n",
    "        grad_layer1_w = np.dot(self.outputs[-4].T, grad_layer1_u)\n",
    "        grad_layer1_b = np.dot(np.ones([grad_layer1_u.shape[0]]), grad_layer1_u)\n",
    "        self.layer1_w -= self.lr * grad_layer1_w\n",
    "        self.layer1_b -= self.lr * grad_layer1_b\n",
    "\n",
    "def sigmoid(x):\n",
    "    return 1. / (1. + np.exp(-x))\n",
    "\n",
    "train_x = np.array([[0,0], [0,1], [1,0], [1,1]], dtype=np.float32)\n",
    "train_t = np.array([[0], [1], [1], [0]], dtype=np.float32)\n",
    "\n",
    "nn = NeuralNet()\n",
    "\n",
    "# train\n",
    "for i in range(1000):\n",
    "    nn.forward(train_x)\n",
    "    nn.train(train_x, train_t)\n",
    "\n",
    "# test\n",
    "for j in range(4):\n",
    "    x = train_x[j]\n",
    "    t = train_t[j]\n",
    "    print(\"in:\", x, \"pred:\", nn.forward(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9427edfe-d761-4246-b07b-215e4146eb88",
   "metadata": {},
   "source": [
    "# Q.96. ニューラルネットワーク (Step.2) 学習\n",
    "\n",
    "ここでは、Q.94で用意した学習データ200のHOG特徴量を入力として、Q.95で作成したニューラルネットを学習せよ。\n",
    "\n",
    "ここでは、学習データに対してAccuracyを計算せよ。ただし、出力(予測確率)が0.5以上で予測ラベルが1、0.5未満で予測ラベルは0としてAccuracyを計算せよ。 学習のハイパーパラメータは、下記の通り。\n",
    "\n",
    "- 学習率 lr= 0.01\n",
    "- 学習回数 epch=10000\n",
    "- 切り抜いた画像を60x60にリサイズして、HOG特徴量を取得せよ。(HOGは8x8を1セルとする。)\n",
    "\n",
    "ここでは、学習データをそのまま評価に使用する。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7ff7a867-4b5a-48aa-abf1-a80ac083799a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy >> 1.0 (200.0 / 200)\n"
     ]
    }
   ],
   "source": [
    "# get HOG\n",
    "def hog(img):\n",
    "    # Grayscale\n",
    "    def rgb2gray(img):\n",
    "        return img[..., 0] * 0.2126 + img[..., 1] * 0.7152 + img[..., 2] * 0.0722\n",
    "\n",
    "    # Magnitude and gradient\n",
    "    def get_gradxy(gray):\n",
    "        H, W = gray.shape\n",
    "\n",
    "        # padding before grad\n",
    "        gray = np.pad(gray, (1, 1), 'edge')\n",
    "\n",
    "        # get grad x\n",
    "        gx = gray[1:H+1, 2:] - gray[1:H+1, :W]\n",
    "        # get grad y\n",
    "        gy = gray[2:, 1:W+1] - gray[:H, 1:W+1]\n",
    "        # replace 0 with \n",
    "        gx[gx == 0] = 1e-6\n",
    "\n",
    "        return gx, gy\n",
    "\n",
    "    # get magnitude and gradient\n",
    "    def get_maggrad(gx, gy):\n",
    "        # get gradient maginitude\n",
    "        magnitude = np.sqrt(gx ** 2 + gy ** 2)\n",
    "\n",
    "        # get gradient angle\n",
    "        gradient = np.arctan(gy / gx)\n",
    "\n",
    "        gradient[gradient < 0] = np.pi / 2 + gradient[gradient < 0] + np.pi / 2\n",
    "\n",
    "        return magnitude, gradient\n",
    "\n",
    "    # Gradient histogram\n",
    "    def quantization(gradient):\n",
    "        # prepare quantization table\n",
    "        gradient_quantized = np.zeros_like(gradient, dtype=int)\n",
    "\n",
    "        # quantization base\n",
    "        d = np.pi / 9\n",
    "\n",
    "        # quantization\n",
    "        for i in range(9):\n",
    "            gradient_quantized[np.where((gradient >= d * i) & (gradient <= d * (i + 1)))] = i\n",
    "\n",
    "        return gradient_quantized\n",
    "\n",
    "\n",
    "    # get gradient histogram\n",
    "    def gradient_histogram(gradient_quantized, magnitude, n=8):\n",
    "        # get shape\n",
    "        h, w = magnitude.shape\n",
    "\n",
    "        # get cell num\n",
    "        cell_n_h = h // n\n",
    "        cell_n_w = w // n\n",
    "        histogram = np.zeros((cell_n_h, cell_n_w, 9), dtype=np.float32)\n",
    "\n",
    "        # each pixel\n",
    "        for y in range(cell_n_h):\n",
    "            for x in range(cell_n_w):\n",
    "                for j in range(n):\n",
    "                    for i in range(n):\n",
    "                        histogram[y, x, gradient_quantized[y * n + j, x * n + i]] += magnitude[y * n + j, x * n + i]\n",
    "\n",
    "        return histogram\n",
    "\n",
    "    # histogram normalization\n",
    "    def normalization(histogram, c=3, epsilon=1):\n",
    "        cell_n_h, cell_n_w, hist_c = histogram.shape\n",
    "        ## each histogram\n",
    "        for y in range(cell_n_h):\n",
    "            for x in range(cell_n_w):\n",
    "                for c in range(hist_c):\n",
    "                    histogram[y, x, c] /= np.sqrt(np.sum(histogram[max(y - 1, 0) : min(y + 2, cell_n_h),  max(x - 1, 0) : min(x + 2, cell_n_w), c] ** 2) + epsilon)\n",
    "\n",
    "        return histogram\n",
    "\n",
    "    gray = rgb2gray(img)\n",
    "    gx, gy = get_gradxy(gray)\n",
    "    magnitude, gradient = get_maggrad(gx, gy)\n",
    "    gradient_quantized = quantization(gradient)\n",
    "    histogram = gradient_histogram(gradient_quantized, magnitude)\n",
    "    histogram = normalization(histogram)\n",
    "    return histogram\n",
    "\n",
    "\n",
    "# resize using bi-linear\n",
    "def resize(img, h, w):\n",
    "    _h, _w, _c  = img.shape\n",
    "\n",
    "    ah = 1. * h / _h\n",
    "    aw = 1. * w / _w\n",
    "\n",
    "    y = np.arange(h).repeat(w).reshape(w, -1)\n",
    "    x = np.tile(np.arange(w), (h, 1))\n",
    "\n",
    "    # get coordinate toward x and y of resized image\n",
    "    y = (y / ah)\n",
    "    x = (x / aw)\n",
    "\n",
    "    # transfer to int\n",
    "    ix = np.floor(x).astype(np.int32)\n",
    "    iy = np.floor(y).astype(np.int32)\n",
    "\n",
    "    # clip index\n",
    "    ix = np.minimum(ix, _w-2)\n",
    "    iy = np.minimum(iy, _h-2)\n",
    "\n",
    "    # get distance between original image index and resized image index\n",
    "    dx = x - ix\n",
    "    dy = y - iy\n",
    "\n",
    "    dx = np.tile(dx, [_c, 1, 1]).transpose(1, 2, 0)\n",
    "    dy = np.tile(dy, [_c, 1, 1]).transpose(1, 2, 0)\n",
    "    \n",
    "    out = (1 - dx) * (1 - dy) * img[iy, ix] + dx * (1 - dy) * img[iy, ix + 1] + (1 - dx) * dy * img[iy + 1, ix] + dx * dy * img[iy + 1, ix + 1]\n",
    "    out[out > 255] = 255\n",
    "\n",
    "    return out\n",
    "\n",
    "\n",
    "# crop bounding box and make dataset\n",
    "def make_dataset(img, gt, crop_n=200, crop_size=60, th=0.5, size=32):\n",
    "    h, w, _ = img.shape\n",
    "\n",
    "    # get HOG feature dimension\n",
    "    hog_feat_n = ((size // 8) ** 2) * 9\n",
    "\n",
    "    db = np.zeros([crop_n, hog_feat_n + 1])\n",
    "\n",
    "    # each crop\n",
    "    for i in range(crop_n):\n",
    "        x1 = np.random.randint(w - crop_size)\n",
    "        y1 = np.random.randint(h - crop_size)\n",
    "        x2 = x1 + crop_size\n",
    "        y2 = y1 + crop_size\n",
    "\n",
    "        crop = np.array([x1, y1, x2, y2])\n",
    "        crop_area = img[y1:y2, x1:x2]\n",
    "        crop_area = resize(crop_area, size, size)\n",
    "\n",
    "        _hog = hog(crop_area)\n",
    "        db[i, :hog_feat_n] = _hog.ravel()\n",
    "        db[i, -1] = 1 if get_iou(gt, crop) >= th else 0 # label\n",
    "\n",
    "    return db\n",
    "\n",
    "\n",
    "# prepare gt bounding box\n",
    "gt = np.array((130, 120, 190, 180), dtype=np.float32)\n",
    "\n",
    "# get database\n",
    "db = make_dataset(img_orig, gt)\n",
    "\n",
    "# train neural network\n",
    "# get input feature dimension\n",
    "input_dim = db.shape[1] - 1\n",
    "train_x = db[:, :input_dim]\n",
    "train_t = db[:, -1][..., None]\n",
    "\n",
    "nn = NeuralNet(in_dim=input_dim, lr=0.01)\n",
    "\n",
    "# training\n",
    "for i in range(10_000):\n",
    "    nn.forward(train_x)\n",
    "    nn.train(train_x, train_t)\n",
    "\n",
    "# test\n",
    "accuracy_n = 0.\n",
    "\n",
    "for x, t in zip(train_x, train_t):\n",
    "    prob = nn.forward(x)\n",
    "\n",
    "    # count accuracy\n",
    "    pred = 1 if prob >= 0.5 else 0\n",
    "    if t == pred:\n",
    "        accuracy_n += 1\n",
    "\n",
    "accuracy = accuracy_n / len(db)\n",
    "print(\"Accuracy >> {} ({} / {})\".format(accuracy, accuracy_n, len(db)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c690bc1f-4829-4ae1-90b1-cbefe84ccd47",
   "metadata": {},
   "source": [
    "# Q.97. 簡単な物体検出 (Step.1) スライディングウィンドウ + HOG\n",
    "\n",
    "ここから物体検出を行う。\n",
    "\n",
    "物体検出とは、画像中でどこに何が写っているかを出力するタスクである。 例えば、画像の[x1, y1, x2, y2]の位置に犬がいるなど。 このような物体を囲む矩形のことをBounding-box(バウンディングボックス)と呼ぶ。\n",
    "\n",
    "ここでは簡単な物体検出のアルゴリズムを作成する。\n",
    "\n",
    "1. 画像の左上からスライディングウィンドウを行う。\n",
    "2. 各画像の位置について、注目位置を中心に複数の矩形を用意する。\n",
    "3. それぞれの矩形に対応する画像を切り抜いて、特徴抽出(HOG, SIFTなど)を行う。\n",
    "4. 識別機(CNN, SVMなど)に掛けて各矩形が物体か否かを判別する。\n",
    "\n",
    "これである程度の物体と矩形の座標が得られる。現在は物体検出はディープラーニングによる手法(Faster R-CNN, YOLO, SSDなど)が主流であるが、ディープラーニングが流行る前まではこのようなスライディングウィンドウの手法が主流であった。今回は検出の基礎を学ぶため、スライディングウィンドウを扱う。\n",
    "\n",
    "ここでは1-3を実装する。\n",
    "\n",
    "imori_256x255.png に対してイモリの目の検出を行う。 条件は以下。\n",
    "\n",
    "矩形は下記の3つを用いる。\n",
    "\n",
    "```python\n",
    "recs = np.array(((42, 42), (56, 56), (70, 70)), dtype=np.float32)\n",
    "```\n",
    "\n",
    "スライドは4ピクセルおきに行う。(1ピクセルでもいいが、計算が多くなって処理が長くなってしまう。)\n",
    "矩形が画像サイズをはみ出る場合は、はみ出ないように変形する。\n",
    "矩形部分を切り抜いたら、その部分を32x32にリサイズする。\n",
    "HOG特徴量の取得は8x8を1セルとする。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "63818038-f5fb-4873-af26-496bb7a0dad9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sliding_window_step1(img, size=32):\n",
    "    h, w, _ = img.shape\n",
    "    \n",
    "    # base rectangle [h, w]\n",
    "    recs = np.array(((42, 42), (56, 56), (70, 70)), dtype=np.float32)\n",
    "\n",
    "    # sliding window\n",
    "    for y in range(0, h, 4):\n",
    "        for x in range(0, w, 4):\n",
    "            for rec in recs:\n",
    "                # get half size of ractangle\n",
    "                dh = int(rec[0] // 2)\n",
    "                dw = int(rec[1] // 2)\n",
    "\n",
    "                x1 = max(x - dw, 0) # get left top x\n",
    "                x2 = min(x + dw, w) # get left top y\n",
    "                y1 = max(y - dh, 0) # get right bottom x\n",
    "                y2 = min(y + dh, h) # get right bottom y\n",
    "\n",
    "                # crop region\n",
    "                region = img[max(y - dh, 0) : min(y + dh, h), max(x - dw, 0) : min(x + dw, w)]\n",
    "\n",
    "                # resize crop region\n",
    "                region = resize(region, size, size)\n",
    "\n",
    "                # get HOG feature\n",
    "                region_hog = hog(region).ravel()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ace212be-a555-47f4-a17b-ed42f61fb326",
   "metadata": {},
   "source": [
    "# Q.98. 簡単な物体検出 (Step.2) スライディングウィンドウ + NN\n",
    "\n",
    "imori_256x256.png に対して、ここではQ.97で求めた各矩形のHOG特徴量を入力として、Q.96で学習したニューラルネットでイモリの顔か否かを識別せよ。\n",
    "\n",
    "ここでスコア(予測確率)が0.7以上の矩形を描画せよ。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5a44a9da-6f0a-4df3-8cac-9d5725bd8a7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-10-04cf3216e080>:35: DeprecationWarning: setting an array element with a sequence. This was supported in some cases where the elements are arrays with a single element. For example `np.array([1, np.array([2])], dtype=int)`. In the future this will raise the same ValueError as `np.array([1, [2]], dtype=int)`.\n",
      "  return np.array(detects, dtype=np.float32)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sliding_window_classify(img, size=32, prob_th=0.8):\n",
    "    h, w, _ = img.shape\n",
    "    \n",
    "    # base rectangle [h, w]\n",
    "    recs = np.array(((42, 42), (56, 56), (70, 70)), dtype=np.float32)\n",
    "    \n",
    "    detects = []\n",
    "    \n",
    "    # sliding window\n",
    "    for y in range(0, h, 4):\n",
    "        for x in range(0, w, 4):\n",
    "            for rec in recs:\n",
    "                # get half size of ractangle\n",
    "                dh = int(rec[0] // 2)\n",
    "                dw = int(rec[1] // 2)\n",
    "\n",
    "                x1 = max(x - dw, 0) # get left top x                \n",
    "                x2 = min(x + dw, w) # get left top y\n",
    "                y1 = max(y - dh, 0) # get right bottom x\n",
    "                y2 = min(y + dh, h) # get right bottom y\n",
    "\n",
    "                # crop region\n",
    "                region = img[max(y - dh, 0) : min(y + dh, h), max(x - dw, 0) : min(x + dw, w)]\n",
    "                region = resize(region, size, size)\n",
    "\n",
    "                # get HOG feature\n",
    "                region_hog = hog(region).ravel()\n",
    "                \n",
    "                # predict score using neural network\n",
    "                score = nn.forward(region_hog)\n",
    "\n",
    "                if score >= prob_th:\n",
    "                    detects.append([x1, y1, x2, y2, score])\n",
    "\n",
    "    return np.array(detects, dtype=np.float32)\n",
    "\n",
    "detects = sliding_window_classify(img_orig)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_orig)\n",
    "ax[1].set_title(\"output\")\n",
    "ax[1].imshow(img_orig)\n",
    "\n",
    "for i in range(len(detects)):\n",
    "    x1, y1, x2, y2, score = detects[i]\n",
    "    ax[1].add_patch(plt.Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, edgecolor=\"red\", linewidth=0.5))\n",
    "\n",
    "ax[1].add_patch(plt.Rectangle((gt[0], gt[1]), gt[2] - gt[0], gt[3] - gt[1], fill=False, edgecolor=\"green\", linewidth=2))\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2505cbf8-8493-4d86-85be-24ca364b46d0",
   "metadata": {},
   "source": [
    "# Q.99. 簡単な物体検出 (Step.3) Non-Maximum Suppression\n",
    "\n",
    "Q.97であらかたの検出はできたが、このままではBrounding-boxの数が多すぎて、ここから何かしらの処理に繋げるには不便である。 そこで、NMS: Non-maximum suppressionという手法を用いて矩形の数を減らす。\n",
    "\n",
    "NMSとはスコアの高いBounding-boxのみを残す手法であり、アルゴリズムは以下の通り。\n",
    "\n",
    "1. Boundinb-boxの集合Bをスコアが高い順にソートする。\n",
    "2. スコアが最大のものをb0とする。\n",
    "3. b0と他のBounding-boxのIoUを計算する。IoUが閾値t以上のBounding-boxをBから削除する。B0は出力する集合Rに加え、Bから削除する。\n",
    "4. 2-3をBがなくなるまで行う。\n",
    "5. Rを出力する。\n",
    "\n",
    "Q.98にNMS(閾値t=0.25)を組み込み、出力を描画せよ。 解答では検出の左上にスコアも加えている。\n",
    "\n",
    "精度はともあれ、これで検出の一連の流れが完了した。 ニューラルネットの学習を増やしたりすることで、検出の精度は更に向上ができる。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "775644da-808a-42ae-bc4f-87f2a5e34958",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def nms(bboxes, iou_th=0.5):\n",
    "    _bboxes = bboxes.copy()\n",
    "    res_inds = np.arange(len(_bboxes))\n",
    "    selected_inds = []\n",
    "    \n",
    "    while len(res_inds) > 0:\n",
    "        i = res_inds[np.argmax(_bboxes[res_inds, -1])]\n",
    "        selected_inds.append(i)\n",
    "        res_inds = np.array([x for x in res_inds if x != i], dtype=int)\n",
    "\n",
    "        base_bb = _bboxes[i]\n",
    "        res_bb = _bboxes[res_inds]\n",
    "        \n",
    "        _x1, _y1, _x2, _y2 = base_bb[:4]\n",
    "        _s = np.maximum(_x2 - _x1 , 0) * np.maximum(_y2 - _y1, 0)\n",
    "\n",
    "        res_s = np.maximum(res_bb[:, 2] - res_bb[:, 0], 0) * np.maximum(res_bb[:, 3] - res_bb[:, 1], 0)\n",
    "\n",
    "        iou_x1 = np.maximum(_x1, res_bb[:, 0])\n",
    "        iou_y1 = np.maximum(_y1, res_bb[:, 1])\n",
    "        iou_x2 = np.minimum(_x2, res_bb[:, 2])\n",
    "        iou_y2 = np.minimum(_y2, res_bb[:, 3])\n",
    "        iou_s = np.maximum(iou_x2 - iou_x1, 0) * np.maximum(iou_y2 - iou_y1, 0)\n",
    "\n",
    "        iou_ratio = iou_s / (res_s + _s - iou_s)\n",
    "        \n",
    "        delete_inds = res_inds[iou_ratio >= iou_th]\n",
    "        res_inds = np.array([x for x in res_inds if x not in delete_inds])\n",
    "\n",
    "    return selected_inds\n",
    "\n",
    "selected_inds = nms(detects, iou_th=0.25)\n",
    "_detects = detects[selected_inds]\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(6, 4))\n",
    "ax[0].set_title(\"input\")\n",
    "ax[0].imshow(img_orig)\n",
    "ax[1].set_title(\"output\")\n",
    "ax[1].imshow(img_orig)\n",
    "\n",
    "for d in _detects:\n",
    "    x1, y1, x2, y2, score = d\n",
    "    ax[1].add_patch(plt.Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, edgecolor=\"red\", linewidth=0.5))\n",
    "\n",
    "ax[1].add_patch(plt.Rectangle((gt[0], gt[1]), gt[2] - gt[0], gt[3] - gt[1], fill=False, edgecolor=\"green\", linewidth=2))\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7be3ab8b-f3b5-4f40-b09d-11ca492f964e",
   "metadata": {},
   "source": [
    "# Q.100. 簡単な物体検出 (Step.4) 評価 Precision, Recall, F-score, mAP\n",
    "\n",
    "ついに100問目！！！\n",
    "\n",
    "ここでは検出の評価指標を実装する。\n",
    "\n",
    "検出はBounding-boxとそのクラスの２つが一致していないと、精度の評価ができない。 検出の評価指標には、Recall, Precision, F-score, mAPなどが存在する。\n",
    "\n",
    "Recall ... 正解の矩形がどれだけ検出できたか。正解をどれだけ網羅できたかを示す。[0,1]の範囲を取り、1が最高。\n",
    "\n",
    "- Recall = G' / G\n",
    "- G' ... Ground-truthの中で検出のどれかとIoUが閾値t以上となったGround-truthの数。\n",
    "- G ... Ground-truthの矩形の数。\n",
    "\n",
    "Precision ... 検出がどれだけ正確に行われたかを示す。[0,1]の範囲を取り、1が最高。\n",
    "\n",
    "- Precision = D' / D\n",
    "- D' ... 検出の中で、Ground-truthのどれかとIoUが閾値t以上となった検出の数。\n",
    "- D ... 検出の数。\n",
    "\n",
    "F-score ... RecallとPrecisonの調和平均。　２つのバランスを示すもので、[0,1]の範囲を取り、1が最高。\n",
    "\n",
    "- F-score = 2 * Recall * Precision / (Recall + Precision)\n",
    "\n",
    "文字を検出する文字検出はRecall, Precision, F-scoreで精度を測ることが多い。\n",
    "\n",
    "mAP ... Mean Average Precision。物体を検出する物体検出では、mAPで測ることが多い。mAPの計算方法は少し複雑である。\n",
    "\n",
    "各検出に関してGround-truthとのIoUが閾値t以上かどうかを判断して、表を作成する。\n",
    "\n",
    "```bash\n",
    "Detect | judge\n",
    "------------------\n",
    "detect1 |   1   (1はGround-truthとのIoU>=tとなったもの)\n",
    "detect2 |   0   (0はGround-truthとのIoU<tとなったもの)\n",
    "detect3 |   1\n",
    "```\n",
    "\n",
    "mAP = 0として、上から順に見て、judgeが1の時は、見ているものの上すべてに関して、Precisionを計算し、mAPに加算する。\n",
    "上から順に2を行い、全て行ったら、加算回数でmAPを割る。\n",
    "以上でmAPが求まる。上の例でいうと、\n",
    "\n",
    "- detect1 が1なので、Precisionを求める。Precision = 1/1 = 1なので、mAP = 1\n",
    "- detect2 が0なので、無視。\n",
    "- detect3 が1なので、Precisionを求める。Precision = 2/3 = 0.67 なので、 mAP = 1 + 0.67 = 1.67\n",
    "- mAPに加算したのは計2回なので、mAP = 1.67 / 2 = 0.835 となる。\n",
    "\n",
    "ここでは、閾値t=0.5として、Recall, Precision, F-score, mAPを算出せよ。 Ground-truthは次とする。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "35bab99c-07b3-476b-b21c-2e6558e93a1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Recall >> 1.00 (1.0 / 1)\n",
      "Precision >> 0.12 (1.0 / 8)\n",
      "F-score >>  0.2222222222222222\n",
      "mAP >> 1.0\n"
     ]
    }
   ],
   "source": [
    "# [x1, y1, x2, y2]\n",
    "gt = np.array([[130, 120, 190, 180], ], dtype=np.float32)\n",
    "\n",
    "# Recall, Precision, F-score\n",
    "iou_th = 0.5\n",
    "\n",
    "Rs = np.zeros((len(gt)))\n",
    "Ps = np.zeros((len(_detects)))\n",
    "\n",
    "for i, g in enumerate(gt):\n",
    "    iou_x1 = np.maximum(g[0], _detects[:, 0])\n",
    "    iou_y1 = np.maximum(g[1], _detects[:, 1])\n",
    "    iou_x2 = np.minimum(g[2], _detects[:, 2])\n",
    "    iou_y2 = np.minimum(g[3], _detects[:, 3])\n",
    "    iou_s = np.maximum(0, iou_x2 - iou_x1) * np.maximum(0, iou_y2 - iou_y1)\n",
    "    g_s = (g[2] - g[0]) * (g[3] - g[1])\n",
    "    d_s = (_detects[:, 2] - _detects[:, 0]) * (_detects[:, 3] - _detects[:, 1])\n",
    "    ious = iou_s / (g_s + d_s - iou_s)\n",
    "    \n",
    "    Rs[i] = 1 if np.sum(ious >= iou_th) > 0 else 0\n",
    "    Ps[ious >= iou_th] = 1\n",
    "    \n",
    "\n",
    "R = np.mean(Rs)\n",
    "P = np.mean(Ps)\n",
    "F = (2 * P * R) / (P + R) \n",
    "\n",
    "print(\"Recall >> {:.2f} ({} / {})\".format(R, np.sum(Rs), len(Rs)))\n",
    "print(\"Precision >> {:.2f} ({} / {})\".format(P, np.sum(Ps), len(Ps)))\n",
    "print(\"F-score >> \", F)\n",
    "\n",
    "# mAP\n",
    "mAP = np.mean([np.sum(Ps[:i+1]) / (i + 1) for i in range(len(_detects)) if Ps[i] == 1])\n",
    "print(\"mAP >>\", mAP)"
   ]
  }
 ],
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   "language": "python",
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   "codemirror_mode": {
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